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AI Agents Validation And Qa

Category: Engineering  ·  Sub-category: testing  ·  Last updated:
type:debug
What counts as evidence in ai-agents and how to produce it. Covers the TESTING-RIGOR pos+neg+edge bar, test layout and collection reality, coverage proof commands, runtime-contract tests with negative controls, and ADR-034 QA skip semantics at session end. Use when you say `what counts as evidence`, `how do I test this change`, `run skill tests`, `can I skip QA`. Do NOT use for CI failure triage (use `ai-agents-debugging-playbook`) or measurement tooling (use `ai-agents-diagnostics-toolkit`).
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

<!-- vendor-portability: contributor-facing knowledge pack for the rjmurillo/ai-agents repo itself; intentionally references upstream paths (.agents/, .claude/, scripts/, build/) because its audience is repo contributors, not plugin consumers (issue #2050) --> This repo runs verification-based governance: a claim is true when a gate, test, or command output says it is, not when an agent asserts it. This skill defines the evidence bar for code changes, where tests live and how they are collected, the anti-pattern canon (each entry paid for by a real incident), and the QA gate semantics at…

What this skill does

AI Agents Validation And Qa is a community-contributed Claude Code skill in the testing sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-agents-validation-and-qa/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when you say `what counts as evidence`, `how do I test this change`, `run skill tests`, `can I skip QA`. Do NOT use for CI failure triage (use `ai-agents-debugging-playbook`) or measurement tooling (use `ai-agents-diagnostics-toolkit`).

Who uses this skill

The AI Agents Validation And Qa Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 161,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/ai-agents-validation-and-qa
curl -L https://claudskills.com/skills/ai-agents-validation-and-qa/SKILL.md \
  -o ~/.claude/skills/ai-agents-validation-and-qa/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ai-agents-validation-and-qa/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ai-agents-validation-and-qa/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ai-agents-validation-and-qa\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the AI Agents Validation And Qa Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/ai-agents-validation-and-qa/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the AI Agents Validation And Qa skill do?
What counts as evidence in ai-agents and how to produce it. Covers the TESTING-RIGOR pos+neg+edge bar, test layout and collection reality, coverage proof commands, runtime-contract tests with negative controls, and ADR-034 QA skip semantics at session end. Use when you say `what counts as evidence`, `how do I test this change`, `run skill tests`, `can I skip QA`. Do NOT use for CI failure triage (use `ai-agents-debugging-playbook`) or measurement tooling (use `ai-agents-diagnostics-toolkit`).
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the AI Agents Validation And Qa skill?
Use AI Agents Validation And Qa when your Claude Code task falls under the Engineering category — specifically in the testing area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use AI Agents Validation And Qa" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the AI Agents Validation And Qa skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. AI Agents Validation And Qa is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
rjmurillo. (2026). AI Agents Validation And Qa [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ai-agents-validation-and-qa/
BibTeX
@misc{ai-agents-validation-and-qa-2026,
  author    = {rjmurillo},
  title     = {AI Agents Validation And Qa [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ai-agents-validation-and-qa/}
}

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Grade A · scanned 2026-07-26 — free static scan against the OWASP Agentic Skills Top 10.

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